{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1fe6e643-9453-4381-9445-bd471685fb96",
   "metadata": {},
   "source": [
    "## Exploring the [Quoref](https://huggingface.co/datasets/quoref) dataset using Autolabel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80110a5b-2b3e-45e2-a2da-f6fa00200dff",
   "metadata": {},
   "source": [
    "#### Setup the API Keys for providers that you want to use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92993c83-4473-4e05-9510-f543b070c7d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# provide your own OpenAI API key here\n",
    "os.environ['OPENAI_API_KEY'] = 'sk-'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c246f85",
   "metadata": {},
   "source": [
    "#### Install the autolabel library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bc181e31",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!pip install 'refuel-autolabel[openai]'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c5b1630",
   "metadata": {},
   "source": [
    "#### Download the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9382044e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from autolabel import get_data\n",
    "\n",
    "get_data('quoref')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c72542ae",
   "metadata": {},
   "source": [
    "This downloads two datasets:\n",
    "* `test.csv`: This is the larger dataset we are trying to label using LLMs\n",
    "* `seed.csv`: This is a small dataset where we already have human-provided labels"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffb92a79",
   "metadata": {},
   "source": [
    "## Start the labeling process!\n",
    "\n",
    "Labeling with Autolabel is a 3-step process:\n",
    "* First, we specify a labeling configuration (see `config.json` below)\n",
    "* Next, we do a dry-run on our dataset using the LLM specified in `config.json` by running `agent.plan`\n",
    "* Finally, we run the labeling with `agent.run`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84b014d1-f45c-4479-9acc-0d20870b1786",
   "metadata": {},
   "source": [
    "### First labeling run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c093fe91-3508-4140-8bd6-217034e3cce6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "from autolabel import LabelingAgent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c93fae0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the config\n",
    "with open('config_quoref.json', 'r') as f:\n",
    "     config = json.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91dfc1f9",
   "metadata": {},
   "source": [
    "Let's review the configuration file below. You'll notice the following useful keys:\n",
    "* `task_type`: `named_entity_recognition` (since it's a named entity recognition task)\n",
    "* `model`: `{'provider': 'openai', 'name': 'gpt-3.5-turbo'}` (use a specific OpenAI model)\n",
    "* `prompt.task_guidelines`: `'You are an expert at extracting Person, Organization, Location, and Miscellaneous entities...` (how we describe the task to the LLM)\n",
    "* `prompt.labels`: `[\n",
    "            \"Location\",\n",
    "            \"Organization\",\n",
    "            \"Person\",\n",
    "            \"Miscellaneous\"\n",
    "        ]` (the full list of labels to choose from)\n",
    "* `prompt.few_shot_num`: 3 (how many labeled examples to provide to the LLM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "450ad645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'task_name': 'ExtractAnswerSubstring',\n",
       " 'task_type': 'named_entity_recognition',\n",
       " 'dataset': {'label_column': 'CategorizedLabels',\n",
       "  'text_column': 'example',\n",
       "  'delimiter': ','},\n",
       " 'model': {'provider': 'openai', 'name': 'gpt-3.5-turbo'},\n",
       " 'prompt': {'task_guidelines': 'Read the paragraph and answer the question at the end. The only category in this task is {labels}',\n",
       "  'labels': ['Answer'],\n",
       "  'example_template': 'Example: {example}\\nOutput:\\n{CategorizedLabels}',\n",
       "  'few_shot_examples': 'seed.csv',\n",
       "  'few_shot_selection': 'semantic_similarity',\n",
       "  'few_shot_num': 2}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acb4a3de-fa84-4b94-b17a-7a6fac892a1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create an agent for labeling\n",
    "agent = LabelingAgent(config=config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "92667a39",
   "metadata": {},
   "outputs": [
    {
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       "Output()"
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       "│<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> Total Estimated Cost     </span>│<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\"> $8.561  </span>│\n",
       "│<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> Number of Examples       </span>│<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\"> 2000    </span>│\n",
       "│<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> Average cost per example </span>│<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\"> $0.0043 </span>│\n",
       "└──────────────────────────┴─────────┘\n",
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       "┌──────────────────────────┬─────────┐\n",
       "│\u001b[1;35m \u001b[0m\u001b[1;35mTotal Estimated Cost    \u001b[0m\u001b[1;35m \u001b[0m│\u001b[1;32m \u001b[0m\u001b[1;32m$8.561 \u001b[0m\u001b[1;32m \u001b[0m│\n",
       "│\u001b[1;35m \u001b[0m\u001b[1;35mNumber of Examples      \u001b[0m\u001b[1;35m \u001b[0m│\u001b[1;32m \u001b[0m\u001b[1;32m2000   \u001b[0m\u001b[1;32m \u001b[0m│\n",
       "│\u001b[1;35m \u001b[0m\u001b[1;35mAverage cost per example\u001b[0m\u001b[1;35m \u001b[0m│\u001b[1;32m \u001b[0m\u001b[1;32m$0.0043\u001b[0m\u001b[1;32m \u001b[0m│\n",
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       "\u001b[92m───────────────────────────────────────────────── \u001b[0mPrompt Example\u001b[92m ──────────────────────────────────────────────────\u001b[0m\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Read the paragraph and answer the question at the end. The only category in this task is Answer\n",
       "\n",
       "You will return the answer in CSV format, with two columns seperated by the % character. First column is the \n",
       "extracted entity and second column is the category. Rows in the CSV are separated by new line character.\n",
       "\n",
       "Some examples with their output answers are provided below:\n",
       "\n",
       "Example: Context: Novelists and writers have captured much of the color and challenge in their immigrant lives \n",
       "through their writings.Regarding Irish women in the 19th century, there were numerous novels and short stories by \n",
       "Harvey O'Higgins, Peter McCorry, Bernard O'Reilly and Sarah Orne Jewett that emphasize emancipation from Old World \n",
       "controls, new opportunities and expansiveness of the immigrant experience.On the other hand, Hladnik studies three \n",
       "popular novels of the late 19th century that warned Slovenes not to immigrate to the dangerous new world of the \n",
       "United States.Jewish American writer Anzia Yezierska wrote her novel Bread Givers <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1925</span><span style=\"font-weight: bold\">)</span> to explore such themes as \n",
       "Russian-Jewish immigration in the early 20th century, the tension between Old and New World Yiddish culture, and \n",
       "women's experience of immigration. A well established author Yezierska focused on the Jewish struggle to escape the\n",
       "ghetto and enter middle- and upper-class America. In the novel, the heroine, Sara Smolinsky, escape from New York \n",
       "City's <span style=\"color: #008000; text-decoration-color: #008000\">\"down-town ghetto\"</span> by breaking tradition. She quits her job at the family store and soon becomes engaged to \n",
       "a rich real-estate magnate. She graduates college and takes a high-prestige job teaching public school. Finally \n",
       "Sara restores her broken links to family and religion.The Swedish author Vilhelm Moberg in the mid-20th century \n",
       "wrote a series of four novels describing one Swedish family's migration from Småland to Minnesota in the late 19th \n",
       "century, a destiny shared by almost one million people. The author emphasizes the authenticity of the experiences \n",
       "as depicted <span style=\"font-weight: bold\">(</span>although he did change names<span style=\"font-weight: bold\">)</span>. These novels have been translated into English <span style=\"font-weight: bold\">(</span>The Emigrants, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1951</span>, \n",
       "Unto a Good Land, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1954</span>, The Settlers, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1961</span>, The Last Letter Home, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1961</span><span style=\"font-weight: bold\">)</span>. The musical Kristina från Duvemåla by \n",
       "ex-ABBA members Björn Ulvaeus and Benny Andersson is based on this story.The Immigrant is a musical by Steven \n",
       "Alper, Sarah Knapp, and Mark Harelik. The show is based on the story of Harelik's grandparents, Matleh and Haskell \n",
       "Harelik, who traveled to Galveston, Texas in <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1909</span>.\n",
       " Question: What was the full name of the person that writes about Sara Smolinsky?\n",
       "Output:\n",
       "Anzia Yezierska%Answer\n",
       "\n",
       "Example: Context: Young Judy Bellaire has trouble fitting in at school, causing trouble by introducing her jazzy \n",
       "style into music class and being expelled as a result.  Returning home to her dysfunctional and financially \n",
       "challenged family, where her playwright father, actress mother, and beautiful elder sister, Sylvia compete for \n",
       "attention along with the funny Russian maid, Olga and the hunky cook, Ricky, who is not-so-secretly in love with \n",
       "Sylvia.  Judy foils her father's attempt to ship her off to Europe by escaping from the ship and then trying out \n",
       "for a musical show as a blackface singer, taking advantage of her love of jazz to enchant the show's producer, who \n",
       "hires her and makes her a star of his new show.  Meanwhile, Ricky cuts a record, musically expressing his love for \n",
       "Sylvia.  Nevertheless, Sylvia is forced into engagement with another man.\n",
       "When the distraught parents discover their younger daughter is appearing in a musical show, Sylvia rejoins her \n",
       "love, who is also appearing in the show.  Finally, all the cast members are reunited, including the Russian maid, \n",
       "who finds her lost love, Boris.  The movie's happy ending includes an extravagant stage piece with gorgeously \n",
       "attired chorus girls, happily reunited parents and child, and the happy kiss between Sylvia and Ricky, who is now \n",
       "the producer of a successful musical show.\n",
       " Question: What are the professions of the parents who are distraught over Judy participating in a show?\n",
       "Output:\n",
       "playwright%Answer\n",
       "actress%Answer\n",
       "\n",
       "Now I want you to label the following example:\n",
       "Example: Context: The film was written by Pulitzer Prize winner Ira Berkow, and narrated by actor Dustin Hoffman.  \n",
       "It was directed by Peter Miller, a documentary filmmaker known for his previous films A Class Apart, Sacco and \n",
       "Vanzetti, and The Internationale.Dustin Hoffman does not normally narrate films, and initially turned down the \n",
       "project.  But when he looked at the script, he changed his mind, saying: <span style=\"color: #008000; text-decoration-color: #008000\">\"Oh, this is about bigotry and overcoming </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">anti-Semitism, about discrimination and these issues that I grew up with, that really matters to me\"</span>.The film opens\n",
       "with a clip from the <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1980</span> satirical comedy film Airplane!, in which a flight attendant is asked by a passenger if \n",
       "she has anything light to read.  She responds by offering an ultra-thin leaflet, saying:  <span style=\"color: #008000; text-decoration-color: #008000\">\"How about this leaflet, </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">Famous Jewish Sports Legends?\"</span>The stereotype of Jews as non-athletic, as well as anti-semitism, are two issues that\n",
       "many Jewish baseball players faced and had to overcome.  Noted anti-semite Henry Ford wrote on May <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">22</span>, <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1920</span>:  <span style=\"color: #008000; text-decoration-color: #008000\">\"If </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">fans wish to know the trouble with American baseball they have it in three words—too much Jew.\"</span>  A number of early \n",
       "Jewish ballplayers changed their names, so that it would not be apparent that they were Jewish.The movie discusses \n",
       "the key Jewish ballplayers in each decade since baseball started in the 1860s, and how that helped Jews assimilate \n",
       "and counteract the stereotype of Jews as cerebral but non-athletic.  The film is in part about Jewish immigration \n",
       "and assimilation into American society, bigotry against Jews, the passing on of Jewish traditions even during \n",
       "assimilation, heroism, and the breaking of Jewish stereotypes.Director Miller said:\n",
       "\n",
       "At its heart, this is a film about overcoming stereotypes. Bigotry against Jews has faded a great deal <span style=\"color: #808000; text-decoration-color: #808000\">...</span>\n",
       " Question: What roll did Dustin Hoffman have in the film?\n",
       "Output:\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Read the paragraph and answer the question at the end. The only category in this task is Answer\n",
       "\n",
       "You will return the answer in CSV format, with two columns seperated by the % character. First column is the \n",
       "extracted entity and second column is the category. Rows in the CSV are separated by new line character.\n",
       "\n",
       "Some examples with their output answers are provided below:\n",
       "\n",
       "Example: Context: Novelists and writers have captured much of the color and challenge in their immigrant lives \n",
       "through their writings.Regarding Irish women in the 19th century, there were numerous novels and short stories by \n",
       "Harvey O'Higgins, Peter McCorry, Bernard O'Reilly and Sarah Orne Jewett that emphasize emancipation from Old World \n",
       "controls, new opportunities and expansiveness of the immigrant experience.On the other hand, Hladnik studies three \n",
       "popular novels of the late 19th century that warned Slovenes not to immigrate to the dangerous new world of the \n",
       "United States.Jewish American writer Anzia Yezierska wrote her novel Bread Givers \u001b[1m(\u001b[0m\u001b[1;36m1925\u001b[0m\u001b[1m)\u001b[0m to explore such themes as \n",
       "Russian-Jewish immigration in the early 20th century, the tension between Old and New World Yiddish culture, and \n",
       "women's experience of immigration. A well established author Yezierska focused on the Jewish struggle to escape the\n",
       "ghetto and enter middle- and upper-class America. In the novel, the heroine, Sara Smolinsky, escape from New York \n",
       "City's \u001b[32m\"down-town ghetto\"\u001b[0m by breaking tradition. She quits her job at the family store and soon becomes engaged to \n",
       "a rich real-estate magnate. She graduates college and takes a high-prestige job teaching public school. Finally \n",
       "Sara restores her broken links to family and religion.The Swedish author Vilhelm Moberg in the mid-20th century \n",
       "wrote a series of four novels describing one Swedish family's migration from Småland to Minnesota in the late 19th \n",
       "century, a destiny shared by almost one million people. The author emphasizes the authenticity of the experiences \n",
       "as depicted \u001b[1m(\u001b[0malthough he did change names\u001b[1m)\u001b[0m. These novels have been translated into English \u001b[1m(\u001b[0mThe Emigrants, \u001b[1;36m1951\u001b[0m, \n",
       "Unto a Good Land, \u001b[1;36m1954\u001b[0m, The Settlers, \u001b[1;36m1961\u001b[0m, The Last Letter Home, \u001b[1;36m1961\u001b[0m\u001b[1m)\u001b[0m. The musical Kristina från Duvemåla by \n",
       "ex-ABBA members Björn Ulvaeus and Benny Andersson is based on this story.The Immigrant is a musical by Steven \n",
       "Alper, Sarah Knapp, and Mark Harelik. The show is based on the story of Harelik's grandparents, Matleh and Haskell \n",
       "Harelik, who traveled to Galveston, Texas in \u001b[1;36m1909\u001b[0m.\n",
       " Question: What was the full name of the person that writes about Sara Smolinsky?\n",
       "Output:\n",
       "Anzia Yezierska%Answer\n",
       "\n",
       "Example: Context: Young Judy Bellaire has trouble fitting in at school, causing trouble by introducing her jazzy \n",
       "style into music class and being expelled as a result.  Returning home to her dysfunctional and financially \n",
       "challenged family, where her playwright father, actress mother, and beautiful elder sister, Sylvia compete for \n",
       "attention along with the funny Russian maid, Olga and the hunky cook, Ricky, who is not-so-secretly in love with \n",
       "Sylvia.  Judy foils her father's attempt to ship her off to Europe by escaping from the ship and then trying out \n",
       "for a musical show as a blackface singer, taking advantage of her love of jazz to enchant the show's producer, who \n",
       "hires her and makes her a star of his new show.  Meanwhile, Ricky cuts a record, musically expressing his love for \n",
       "Sylvia.  Nevertheless, Sylvia is forced into engagement with another man.\n",
       "When the distraught parents discover their younger daughter is appearing in a musical show, Sylvia rejoins her \n",
       "love, who is also appearing in the show.  Finally, all the cast members are reunited, including the Russian maid, \n",
       "who finds her lost love, Boris.  The movie's happy ending includes an extravagant stage piece with gorgeously \n",
       "attired chorus girls, happily reunited parents and child, and the happy kiss between Sylvia and Ricky, who is now \n",
       "the producer of a successful musical show.\n",
       " Question: What are the professions of the parents who are distraught over Judy participating in a show?\n",
       "Output:\n",
       "playwright%Answer\n",
       "actress%Answer\n",
       "\n",
       "Now I want you to label the following example:\n",
       "Example: Context: The film was written by Pulitzer Prize winner Ira Berkow, and narrated by actor Dustin Hoffman.  \n",
       "It was directed by Peter Miller, a documentary filmmaker known for his previous films A Class Apart, Sacco and \n",
       "Vanzetti, and The Internationale.Dustin Hoffman does not normally narrate films, and initially turned down the \n",
       "project.  But when he looked at the script, he changed his mind, saying: \u001b[32m\"Oh, this is about bigotry and overcoming \u001b[0m\n",
       "\u001b[32manti-Semitism, about discrimination and these issues that I grew up with, that really matters to me\"\u001b[0m.The film opens\n",
       "with a clip from the \u001b[1;36m1980\u001b[0m satirical comedy film Airplane!, in which a flight attendant is asked by a passenger if \n",
       "she has anything light to read.  She responds by offering an ultra-thin leaflet, saying:  \u001b[32m\"How about this leaflet, \u001b[0m\n",
       "\u001b[32mFamous Jewish Sports Legends?\"\u001b[0mThe stereotype of Jews as non-athletic, as well as anti-semitism, are two issues that\n",
       "many Jewish baseball players faced and had to overcome.  Noted anti-semite Henry Ford wrote on May \u001b[1;36m22\u001b[0m, \u001b[1;36m1920\u001b[0m:  \u001b[32m\"If \u001b[0m\n",
       "\u001b[32mfans wish to know the trouble with American baseball they have it in three words—too much Jew.\"\u001b[0m  A number of early \n",
       "Jewish ballplayers changed their names, so that it would not be apparent that they were Jewish.The movie discusses \n",
       "the key Jewish ballplayers in each decade since baseball started in the 1860s, and how that helped Jews assimilate \n",
       "and counteract the stereotype of Jews as cerebral but non-athletic.  The film is in part about Jewish immigration \n",
       "and assimilation into American society, bigotry against Jews, the passing on of Jewish traditions even during \n",
       "assimilation, heroism, and the breaking of Jewish stereotypes.Director Miller said:\n",
       "\n",
       "At its heart, this is a film about overcoming stereotypes. Bigotry against Jews has faded a great deal \u001b[33m...\u001b[0m\n",
       " Question: What roll did Dustin Hoffman have in the film?\n",
       "Output:\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">───────────────────────────────────────────────────────────────────────────────────────────────────────────────────</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[92m───────────────────────────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dry-run -- this tells us how much this will cost and shows an example prompt\n",
    "from autolabel import AutolabelDataset\n",
    "ds = AutolabelDataset(\"data/quoref/test.csv\", config=config)\n",
    "agent.plan(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dd703025-54d8-4349-b0d6-736d2380e966",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "13c36b8128384cf48581c81056161c0a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-09-29 20:08:21 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87843 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:21 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87843 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:22 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88770 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:22 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88770 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:23 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87223 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:23 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87223 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:27 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87818 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:27 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87818 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:28 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88061 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:28 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88061 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:31 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87718 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:31 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87718 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:33 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88285 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:33 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88285 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:35 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88649 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:35 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88649 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:36 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87096 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:36 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87096 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:39 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88136 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:39 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88136 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:41 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88422 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:41 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88422 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:42 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 86869 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:42 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 86869 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:45 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88624 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:45 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88624 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:46 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87068 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:46 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87068 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:49 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87961 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:49 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87961 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:51 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87454 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:51 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87454 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:53 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88137 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:53 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88137 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:54 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88384 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:54 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88384 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:56 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88765 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:56 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88765 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:57 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89274 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:57 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89274 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:08:58 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87720 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:08:58 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87720 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:01 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88502 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:01 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88502 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:03 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89130 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:03 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89130 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:05 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88937 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:05 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88937 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:06 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87390 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:06 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87390 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:09 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88760 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:09 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88760 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:10 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89090 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:10 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89090 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:11 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87534 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:11 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87534 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:14 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87694 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:14 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87694 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:16 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88021 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:16 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88021 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:18 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87741 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:18 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87741 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:19 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88344 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:19 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88344 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:21 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88744 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:21 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88744 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:22 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88978 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:22 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88978 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:24 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87428 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:24 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87428 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:27 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87915 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:27 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87915 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:28 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88483 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:28 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88483 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:30 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88578 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:30 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88578 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:31 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88609 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:31 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88609 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:33 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88658 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:33 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88658 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:34 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88994 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:34 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88994 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:35 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87434 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:35 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87434 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:38 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88254 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:38 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88254 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:40 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88322 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:40 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88322 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:42 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88545 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:42 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88545 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:43 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89069 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:43 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89069 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:44 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87524 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:44 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87524 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:47 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88341 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:47 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88341 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:49 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88589 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:49 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88589 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:51 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89049 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:51 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89049 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:52 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87494 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:52 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 2.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87494 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:54 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 86938 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:54 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 86938 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-09-29 20:09:56 openai INFO: error_code=rate_limit_exceeded error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87665 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-09-29 20:09:56 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 87665 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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     },
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Actual Cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.2292</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Actual Cost: \u001b[1;36m0.2292\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> support </span>┃<span style=\"font-weight: bold\"> completion_rate </span>┃<span style=\"font-weight: bold\"> f1_exact </span>┃<span style=\"font-weight: bold\"> f1_strict </span>┃<span style=\"font-weight: bold\"> f1_partial </span>┃<span style=\"font-weight: bold\"> f1_ent_type </span>┃<span style=\"font-weight: bold\"> accuracy </span>┃\n",
       "┡━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━┩\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 100     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0             </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6667   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6667    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6991     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7315      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6429   </span>│\n",
       "└─────────┴─────────────────┴──────────┴───────────┴────────────┴─────────────┴──────────┘\n",
       "</pre>\n"
      ],
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       "┏━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1msupport\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcompletion_rate\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mf1_exact\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mf1_strict\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mf1_partial\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mf1_ent_type\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1maccuracy\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━┩\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m100    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m1.0            \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.6667  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.6667   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.6991    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7315     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.6429  \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "└─────────┴─────────────────┴──────────┴───────────┴────────────┴─────────────┴──────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# now, do the actual labeling\n",
    "ds = agent.run(ds, max_items=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40e1901d",
   "metadata": {},
   "source": [
    "We are at 88.9% accuracy when labeling the first 100 examples. Let's see if we can use confidence scores to improve accuracy further by removing the less confident examples from our labeled set."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d7645ab",
   "metadata": {},
   "source": [
    "### Compute confidence scores\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "30f2fb7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Start computing confidence scores (using Refuel's LLMs)\n",
    "os.environ['REFUEL_API_KEY'] = 'xxxxxxxxxxxxxxxxx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5fbc1264",
   "metadata": {},
   "outputs": [],
   "source": [
    "# set `compute_confidence` -> True\n",
    "config[\"model\"][\"compute_confidence\"] = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1998f5e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "agent = LabelingAgent(config=config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "119e6f22",
   "metadata": {},
   "outputs": [
    {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
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       "\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┌──────────────────────────┬─────────┐\n",
       "│<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> Total Estimated Cost     </span>│<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\"> $5.1993 </span>│\n",
       "│<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> Number of Examples       </span>│<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\"> 2000    </span>│\n",
       "│<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\"> Average cost per example </span>│<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\"> $0.0026 </span>│\n",
       "└──────────────────────────┴─────────┘\n",
       "</pre>\n"
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       "┌──────────────────────────┬─────────┐\n",
       "│\u001b[1;35m \u001b[0m\u001b[1;35mTotal Estimated Cost    \u001b[0m\u001b[1;35m \u001b[0m│\u001b[1;32m \u001b[0m\u001b[1;32m$5.1993\u001b[0m\u001b[1;32m \u001b[0m│\n",
       "│\u001b[1;35m \u001b[0m\u001b[1;35mNumber of Examples      \u001b[0m\u001b[1;35m \u001b[0m│\u001b[1;32m \u001b[0m\u001b[1;32m2000   \u001b[0m\u001b[1;32m \u001b[0m│\n",
       "│\u001b[1;35m \u001b[0m\u001b[1;35mAverage cost per example\u001b[0m\u001b[1;35m \u001b[0m│\u001b[1;32m \u001b[0m\u001b[1;32m$0.0026\u001b[0m\u001b[1;32m \u001b[0m│\n",
       "└──────────────────────────┴─────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">───────────────────────────────────────────────── </span>Prompt Example<span style=\"color: #00ff00; text-decoration-color: #00ff00\"> ──────────────────────────────────────────────────</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[92m───────────────────────────────────────────────── \u001b[0mPrompt Example\u001b[92m ──────────────────────────────────────────────────\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You are an expert at extracting Person, Organization, Location, and Miscellaneous entities from text. Your job is to extract named entities mentioned in text, and classify them into one of the following categories.\n",
      "Categories:\n",
      "Location\n",
      "Organization\n",
      "Person\n",
      "Miscellaneous\n",
      " \n",
      "\n",
      "You will return the answer in CSV format, with two columns seperated by the % character. First column is the extracted entity and second column is the category. Rows in the CSV are separated by new line character.\n",
      "\n",
      "Some examples with their output answers are provided below:\n",
      "\n",
      "Example: MUNICH , Germany 1996-12-06\n",
      "Output:\n",
      "MUNICH%Location\n",
      "Germany%Location\n",
      "\n",
      "Example: PARIS 1996-12-06\n",
      "Output:\n",
      "PARIS%Location\n",
      "\n",
      "Example: PARIS 1996-12-06\n",
      "Output:\n",
      "PARIS%Location\n",
      "\n",
      "Example: COPENHAGEN 1996-12-06\n",
      "Output:\n",
      "COPENHAGEN%Location\n",
      "\n",
      "Example: MANTUA , Italy 1996-12-06\n",
      "Output:\n",
      "Italy%Location\n",
      "\n",
      "Now I want you to label the following example:\n",
      "Example: SOCCER - JAPAN GET LUCKY WIN , CHINA IN SURPRISE DEFEAT .\n",
      "Output:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">───────────────────────────────────────────────────────────────────────────────────────────────────────────────────</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[92m───────────────────────────────────────────────────────────────────────────────────────────────────────────────────\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from autolabel import AutolabelDataset\n",
    "ds = AutolabelDataset(\"test.csv\", config=config)\n",
    "agent.plan(ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "63c74705",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-14 13:18:26 openai INFO: error_code=None error_message='That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID eb687bb31abbab896586cabd17edb22c in your message.)' error_param=None error_type=server_error message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:18:26 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID eb687bb31abbab896586cabd17edb22c in your message.).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
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    },
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-14 13:27:46 openai INFO: error_code=None error_message='That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID 5f1084cf795d1b8387381664168d2d0b in your message.)' error_param=None error_type=server_error message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:27:46 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID 5f1084cf795d1b8387381664168d2d0b in your message.).\n",
      "2023-06-14 13:29:12 openai INFO: error_code=None error_message='That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID a595365c812e9d0a64b6d32a56a07bb6 in your message.)' error_param=None error_type=server_error message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:29:12 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID a595365c812e9d0a64b6d32a56a07bb6 in your message.).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-14 13:32:02 openai INFO: error_code=None error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89135 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:32:02 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89135 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-06-14 13:32:16 openai INFO: error_code=None error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89497 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:32:16 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 89497 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-06-14 13:32:17 openai INFO: error_code=None error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88561 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:32:17 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88561 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n",
      "2023-06-14 13:32:20 openai INFO: error_code=None error_message='Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88782 / min. Contact us through our help center at help.openai.com if you continue to have issues.' error_param=None error_type=tokens message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:32:20 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: Rate limit reached for default-gpt-3.5-turbo in organization org-etZVkYhAIYGmLcxLmarMmAPo on tokens per min. Limit: 90000 / min. Current: 88782 / min. Contact us through our help center at help.openai.com if you continue to have issues..\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
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       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-14 13:36:45 openai INFO: error_code=None error_message='That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID aff5da2f9295876050d1f59f365a7cdd in your message.)' error_param=None error_type=server_error message='OpenAI API error received' stream_error=False\n",
      "2023-06-14 13:36:45 langchain.chat_models.openai WARNING: Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.<locals>._completion_with_retry in 1.0 seconds as it raised RateLimitError: That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID aff5da2f9295876050d1f59f365a7cdd in your message.).\n"
     ]
    },
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
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       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
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       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
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    },
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     "data": {
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      "text/plain": []
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric: auroc: 0.7213\n",
      "Actual Cost: 0.2271\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> f1     </span>┃<span style=\"font-weight: bold\"> support </span>┃<span style=\"font-weight: bold\"> threshold </span>┃<span style=\"font-weight: bold\"> accuracy </span>┃<span style=\"font-weight: bold\"> completion_rate </span>┃\n",
       "┡━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8321 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 500     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> -inf      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7864   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 2       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9937    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.004           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 3       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9929    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.006           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 6       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9914    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.012           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 8       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9876    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.016           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 10      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9809    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.02            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 11      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9778    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.022           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 12      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9776    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9677   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.024           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 13      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9738    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9688   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.026           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 14      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9701    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9744   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.028           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 15      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9668    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.975    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.03            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 16      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9665    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9811   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.032           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 17      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9663    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9818   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.034           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 18      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.964     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9828   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.036           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 19      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9638    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9661   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.038           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 20      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9615    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9722   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.04            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 21      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9613    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9726   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.042           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 22      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9598    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.974    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.044           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 23      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9583    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.978    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.046           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 24      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9574    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9813   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.048           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 25      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9553    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9835   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.05            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 26      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9534    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9844   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.052           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 28      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9497    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9853   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.056           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 29      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9487    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9781   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.058           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 30      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9463    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9783   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.06            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 31      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9449    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9786   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.062           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 32      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9437    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9787   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.064           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 34      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9421    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9793   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.068           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 35      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9418    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9795   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.07            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 36      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.941     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9799   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.072           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 37      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.94      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9804   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.074           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 38      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9383    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.974    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.076           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 39      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9375    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9748   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.078           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 40      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9361    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.975    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.08            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 41      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9358    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9755   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.082           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 42      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9353    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9758   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.084           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 43      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9342    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9762   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.086           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 44      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9331    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9765   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.088           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 45      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9331    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9771   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.09            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 46      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9319    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9775   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.092           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 47      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9314    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9721   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.094           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 48      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9301    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9724   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.096           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 49      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9258    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.973    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.098           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 50      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9218    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.974    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.1             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 52      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9207    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9695   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.104           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 53      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9184    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9697   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.106           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 54      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9179    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9703   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.108           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9825 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 55      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9178    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9399   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.11            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9833 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 56      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9172    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9383   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.112           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9792 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 57      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9161    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9344   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.114           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9793 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 58      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9148    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.935    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.116           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9798 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 64      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9147    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9365   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.128           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9785 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 65      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9136    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9346   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.13            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9788 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 66      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9133    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9318   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.132           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9789 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 67      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9131    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9321   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.134           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.979  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 68      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9123    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9286   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.136           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9791 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 69      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9106    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9291   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.138           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9796 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 71      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.909     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9307   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.142           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9797 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 72      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9083    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9312   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.144           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9802 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 74      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9074    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9326   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.148           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9803 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 75      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9057    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9293   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.15            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9804 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 76      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9056    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9298   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.152           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9807 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 78      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9047    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9308   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.156           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9809 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 80      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9032    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9317   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.16            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9812 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 81      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9032    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9327   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.162           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9813 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 82      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9027    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9329   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.164           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9813 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 83      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9026    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9298   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.166           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9814 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 84      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9023    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.93     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.168           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9815 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 85      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9016    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9269   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.17            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9816 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 86      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9007    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9274   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.172           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9821 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 88      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9004    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9293   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.176           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9821 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 89      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8987    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9263   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.178           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9822 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 90      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8982    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9268   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.18            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9823 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 91      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8977    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.927    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.182           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9797 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 92      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8963    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9231   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.184           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9798 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 93      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8963    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9205   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.186           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9785 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 94      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8955    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9154   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.188           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.974  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 95      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8953    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9075   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.19            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9744 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 96      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8937    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9086   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.192           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9744 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 97      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8931    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9059   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.194           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9747 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 98      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8924    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9067   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.196           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9748 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 99      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8922    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9072   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.198           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.975  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 100     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8914    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.902    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.2             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9755 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 102     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8912    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9042   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.204           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9756 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 103     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.891     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9045   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.206           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9757 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 104     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.891     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.902    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.208           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9759 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 105     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.89      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9028   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.21            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.976  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 106     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8892    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9006   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.212           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9762 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 107     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8892    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9011   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.214           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9763 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 109     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8888    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9016   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.218           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9764 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 110     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8879    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9022   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.22            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9751 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 111     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8877    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9024   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.222           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9757 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 113     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8871    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9045   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.226           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9758 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 114     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8864    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9024   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.228           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9761 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 115     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8863    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9034   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.23            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9761 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 116     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8857    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.901    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.232           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9762 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 117     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8856    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9013   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.234           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9763 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 118     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8854    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9018   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.236           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9755 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 119     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8843    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.901    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.238           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9758 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 120     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.883     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9023   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.24            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.976  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 121     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8829    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.903    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.242           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9761 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 122     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8827    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.901    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.244           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9762 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 123     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8826    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8988   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.246           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9753 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 126     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8815    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9002   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.252           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9742 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 127     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8814    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8983   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.254           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9744 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 128     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8811    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.899    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.256           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9746 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 129     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8787    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.258           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9748 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 130     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8779    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9007   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.26            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.975  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 131     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8776    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9016   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.262           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9752 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 132     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8773    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9023   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.264           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9753 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 133     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.877     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9028   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.266           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9756 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 134     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8761    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9039   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.268           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9758 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 135     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8757    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9048   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.27            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.976  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 137     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8739    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9054   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.274           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.975  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 139     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.873     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9058   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.278           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9744 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 143     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8711    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9077   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.286           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9745 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 144     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8706    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9057   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.288           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9747 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 145     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8704    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9043   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.29            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9748 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 146     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8698    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9046   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.292           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9739 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 148     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8687    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9032   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.296           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.974  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 149     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8686    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9015   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.298           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9731 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 150     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8683    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9021   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.3             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9733 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 151     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8682    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.903    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.302           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9734 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 152     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8676    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9034   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.304           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9714 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 153     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8673    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9015   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.306           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9715 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 156     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8672    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9021   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.312           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9716 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 157     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8669    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9023   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.314           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9717 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 158     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8668    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9027   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.316           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9709 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 159     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8664    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9014   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.318           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9711 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 160     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.866     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.32            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9712 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 161     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8655    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8984   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.322           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9713 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 162     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8653    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8988   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.324           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9715 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 163     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8639    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8976   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.326           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9677 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 166     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8622    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.894    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.332           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.967  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 168     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8618    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8909   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.336           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.967  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 169     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8616    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8891   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.338           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9672 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 170     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8616    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8878   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.34            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9674 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 171     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8615    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8843   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.342           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9666 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 172     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8608    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.885    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.344           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9667 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 173     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8606    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8852   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.346           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9667 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 174     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8605    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8835   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.348           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9669 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 175     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8603    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8839   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.35            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9631 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 177     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8602    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8805   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.354           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9632 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 178     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8591    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.881    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.356           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9624 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 179     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8587    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8795   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.358           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9625 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 180     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8585    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.88     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.36            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9626 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 181     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8584    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8802   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.362           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9628 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 182     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8572    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8809   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.364           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9632 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 183     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8558    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.882    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.366           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9633 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 184     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8557    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8825   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.368           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9634 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 185     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8556    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8808   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.37            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9634 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 186     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8552    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.881    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.372           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9636 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 187     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8546    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8796   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.374           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9628 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 188     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8544    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8801   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.376           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.963  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 190     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8533    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8805   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.38            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.963  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 191     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8529    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8789   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.382           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9604 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 196     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8516    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8757   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.392           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9605 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 197     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8503    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8761   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.394           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9607 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 198     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8497    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8748   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.396           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9599 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 199     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8486    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.875    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.398           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9601 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 200     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8485    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8739   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.4             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9603 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 201     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8484    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8746   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.402           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9604 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 202     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8479    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.875    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.404           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9599 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 203     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8479    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8759   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.406           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9601 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 205     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8477    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8768   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.41            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9606 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 206     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8477    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.878    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.412           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9606 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 207     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8473    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8783   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.414           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9608 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 208     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8473    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8769   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.416           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9601 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 209     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8472    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8776   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.418           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9603 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 210     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.847     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.878    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.42            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9605 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 211     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.847     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8786   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.422           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9599 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 213     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8459    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8795   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.426           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9601 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 214     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8455    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8782   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.428           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9596 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 215     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8451    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8792   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.43            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9597 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 216     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.845     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8779   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.432           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9599 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 218     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8446    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8783   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.436           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9599 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 219     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8442    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8769   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.438           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9601 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 220     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8439    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8756   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.44            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9602 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 221     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8434    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.876    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.442           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9603 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 222     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8432    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8748   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.444           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9605 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 223     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.843     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8719   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.446           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9605 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 224     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8427    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8721   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.448           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.959  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 225     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8423    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8709   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.45            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9593 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 226     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8419    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8701   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.452           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9593 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 227     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8414    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8703   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.454           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9578 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 228     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8403    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8689   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.456           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9579 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 229     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8396    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8677   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.458           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9581 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 230     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8393    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8682   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.46            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9582 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 231     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8382    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.867    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.462           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9569 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 233     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8364    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8678   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.466           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.957  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 234     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8362    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.868    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.468           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9571 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 235     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8354    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8667   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.47            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9573 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 238     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8342    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8673   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.476           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9567 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 239     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8339    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8679   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.478           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9568 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 240     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8339    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8681   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.48            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9569 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 241     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8338    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8685   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.482           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9564 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 242     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8337    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8692   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.484           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9565 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 243     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8331    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8694   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.486           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9567 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 244     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8321    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.87     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.488           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9561 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 245     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8312    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8688   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.49            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9561 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 246     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8308    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.869    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.492           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9562 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 247     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8306    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8677   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.494           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9563 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 248     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8294    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8679   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.496           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9551 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 250     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8287    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8687   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.5             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9551 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 251     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8287    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8674   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.502           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9553 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 252     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8283    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8663   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.504           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9549 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 253     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8271    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8643   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.506           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9537 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 254     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8269    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8651   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.508           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9527 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 255     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8267    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8648   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.51            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9527 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 256     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8259    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.865    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.512           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9529 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 257     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8257    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8641   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.514           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.951  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 258     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8246    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.862    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.516           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9505 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 260     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8229    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8599   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.52            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9493 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 261     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8211    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8605   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.522           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9496 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 264     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8199    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8611   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.528           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9476 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 265     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8197    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8588   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.53            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9472 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 267     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8193    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8539   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.534           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9467 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 269     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8187    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8543   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.538           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9468 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 270     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8185    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8547   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.54            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9463 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 271     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8178    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8537   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.542           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9463 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 272     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8178    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8525   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.544           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9464 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 273     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8177    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8527   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.546           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9454 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 274     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8176    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8509   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.548           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9455 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 277     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8161    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8511   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.554           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9449 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 279     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8151    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8501   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.558           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9444 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 280     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8151    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8506   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.56            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9439 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 281     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8148    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8496   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.562           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9443 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 282     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8146    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.849    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.564           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9443 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 283     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8145    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8492   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.566           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9445 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 284     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8135    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8497   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.568           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9446 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 285     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8134    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8485   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.57            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9446 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 286     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8133    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8487   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.572           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9429 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 288     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8116    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8454   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.576           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9431 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 289     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8103    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8458   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.578           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9432 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 290     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8101    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8449   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.58            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9421 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 291     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8097    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8442   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.582           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9416 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 292     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8088    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8444   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.584           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9417 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 293     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8087    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8435   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.586           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9414 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 295     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8081    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8443   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.59            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9415 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 296     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8077    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8445   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.592           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9398 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 297     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8077    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8422   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.594           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9389 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 301     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8021    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8431   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.602           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9392 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 302     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8014    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8439   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.604           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9368 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 303     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.801     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8428   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.606           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.937  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 304     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7997    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8432   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.608           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9365 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 305     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7989    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8425   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.61            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9366 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 306     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7983    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8414   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.612           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9368 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 307     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7982    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8405   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.614           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9351 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 310     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7969    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8409   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.62            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9334 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 311     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7969    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8411   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.622           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9326 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 313     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7959    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.842    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.626           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9327 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 314     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7948    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8411   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.628           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.931  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 315     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7942    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.84     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.63            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9312 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 316     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7941    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8393   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.632           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9315 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 317     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7939    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8399   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.634           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9311 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 318     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7929    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8378   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.636           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9307 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 320     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7919    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8382   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.64            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9283 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 323     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7887    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8394   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.646           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9284 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 324     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7883    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8396   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.648           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9287 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 326     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7882    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8379   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.652           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9288 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 327     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7869    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8369   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.654           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.929  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 328     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7854    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.836    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.656           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9293 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 329     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7851    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8367   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.658           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.929  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 331     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7828    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8375   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.662           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9275 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 332     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7821    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8346   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.664           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9266 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 333     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7816    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8327   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.666           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9267 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 334     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7807    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8329   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.668           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9269 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 335     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7806    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8321   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.67            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9265 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 336     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7789    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8325   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.672           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9266 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 337     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7787    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8327   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.674           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9261 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 338     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7785    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8317   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.676           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9246 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 339     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7777    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8321   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.678           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9247 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 340     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7772    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8323   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.68            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9209 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 345     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7738    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8303   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.69            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9195 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 347     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7732    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8307   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.694           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9196 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 348     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7731    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8297   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.696           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9191 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 349     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7718    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8299   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.698           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9188 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 350     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7715    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8303   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9162 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 353     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7696    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8293   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.706           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9148 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 354     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7691    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8287   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.708           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9149 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 355     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7669    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8278   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.71            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9141 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 356     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7662    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8262   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.712           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9143 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 357     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7662    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8242   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.714           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.914  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 358     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7641    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8246   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.716           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9142 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 360     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7629    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8227   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.72            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.914  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 365     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7597    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8221   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.73            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9141 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 366     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.758     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8212   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.732           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9134 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 368     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7576    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.822    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.736           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9126 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 369     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7575    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8201   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.738           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9122 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 370     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7573    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8191   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.74            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9101 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 371     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.757     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8172   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.742           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9087 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 372     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7568    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8174   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.744           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9079 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 375     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7556    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8155   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.75            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9071 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 376     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7551    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8139   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.752           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9062 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 379     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7543    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8141   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.758           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9054 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 381     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.754     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8145   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.762           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9037 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 383     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7536    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8131   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.766           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8997 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 384     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7534    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8103   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.768           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8998 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 385     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7529    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8094   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.77            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.899  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 386     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7529    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8096   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.772           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8955 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 392     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7489    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8113   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.784           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8958 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 393     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7475    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8108   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.786           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8951 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 395     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7456    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8112   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.79            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8947 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 396     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.745     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8103   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.792           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8943 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 397     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7434    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8105   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.794           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8946 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 398     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7434    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.811    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.796           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8918 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 399     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7432    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8101   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.798           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8915 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 400     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7421    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8103   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8908 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 402     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7406    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8085   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.804           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8905 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 403     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7402    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8089   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.806           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8904 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 404     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7378    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8084   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.808           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8901 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 405     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7358    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8086   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.81            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8903 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 406     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7358    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8091   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.812           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8899 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 407     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7354    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8093   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.814           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8902 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 408     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7352    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8097   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.816           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.889  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 410     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7337    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8079   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.82            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8883 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 412     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7327    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8083   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.824           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.888  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 413     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7324    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8085   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.826           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8864 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 414     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7323    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.809    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.828           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8863 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 415     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7315    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8085   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.83            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8849 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 416     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7309    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8076   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.832           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.885  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 417     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7297    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8078   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.834           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8821 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 419     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7251    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8061   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.838           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8822 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 421     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7245    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8063   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.842           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.882  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 422     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7243    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8067   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.844           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8807 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 423     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7236    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.805    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.846           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8781 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 425     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7222    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8041   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.85            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8755 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 426     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7212    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8024   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.852           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8747 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 429     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7153    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8026   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.858           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8737 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 431     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7144    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.803    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.862           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8712 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 432     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7143    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8021   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.864           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.871  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 434     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7134    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8026   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.868           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8709 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 435     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.711     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8019   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.87            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8684 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 436     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7102    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8011   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.872           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8684 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 437     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7078    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8017   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.874           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.862  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 442     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7048    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7983   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.884           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8596 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 443     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7046    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7985   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.886           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8594 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 444     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6991    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7977   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.888           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8566 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 447     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6932    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7985   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.894           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.851  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 453     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6884    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7952   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.906           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8505 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 455     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6831    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7956   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.91            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8482 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 456     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6824    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7948   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.912           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8472 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 458     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6815    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7956   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.916           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8466 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 459     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6806    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.795    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.918           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8463 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 460     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6803    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7952   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.92            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8458 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 462     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.676     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7938   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.924           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8455 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 463     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6754    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.794    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.926           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8434 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 468     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6502    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7908   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.936           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8433 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 469     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6476    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7894   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.938           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8418 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 472     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6353    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.787    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.944           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8404 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 473     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6294    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7872   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.946           </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8394 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 474     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6248    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7864   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.948           </span>│\n",
       "└────────┴─────────┴───────────┴──────────┴─────────────────┘\n",
       "</pre>\n"
      ],
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       "┏━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mf1    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1msupport\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mthreshold\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1maccuracy\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcompletion_rate\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8321\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m500    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m-inf     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7864  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m1.0            \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m15     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9668   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.975   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.03           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m16     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9665   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9811  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.032          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m17     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9663   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9818  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.034          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m18     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.964    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9828  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.036          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m19     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9638   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9661  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.038          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m20     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9615   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9722  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.04           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m21     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9613   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9726  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.042          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m22     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9598   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.974   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.044          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m23     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9583   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.978   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.046          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m24     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9574   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9813  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.048          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m25     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9553   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9835  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.05           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m26     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9534   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9844  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.052          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m28     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9497   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9853  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.056          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m29     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9487   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9781  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.058          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m30     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9463   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9783  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.06           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m31     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9449   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9786  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.062          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m32     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9437   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9787  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.064          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m34     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9421   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9793  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.068          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m44     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9331   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9765  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.088          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m46     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9319   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9775  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.092          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m47     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9314   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9721  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.094          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m48     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9301   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9724  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.096          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m49     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9258   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.973   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.098          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m50     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9218   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.974   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.1            \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m52     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9207   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9695  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.104          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m53     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9184   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9697  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.106          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m54     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9179   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9703  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.108          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9825\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m55     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9178   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9399  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.11           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9833\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m56     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9172   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9383  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.112          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9792\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m57     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9161   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9344  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.114          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9793\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m58     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9148   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.935   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.116          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9813\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m83     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9026   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9298  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.166          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9814\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m84     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9023   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.93    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.168          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9815\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m85     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9016   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9269  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.17           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9816\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m86     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9007   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9274  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.172          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9821\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m88     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9004   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9293  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.176          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9821\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m89     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8987   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9263  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.178          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9823\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m91     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8977   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.927   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.182          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9797\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m92     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8963   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9231  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.184          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9785\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m94     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8955   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9154  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.188          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.974 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m95     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8953   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9075  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.19           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9744\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m96     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8937   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9086  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.192          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9751\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m111    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8877   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9024  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.222          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9758\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m114    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8864   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9024  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.228          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9761\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m115    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8863   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9034  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.23           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9761\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m116    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8857   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.901   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.232          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9762\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m117    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8856   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9013  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.234          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9763\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m118    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8854   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9018  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.236          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9755\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m119    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8843   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.901   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.238          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9758\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m120    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.883    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9023  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.24           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.976 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m121    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8829   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.903   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.242          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9761\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m122    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8827   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.901   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.244          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9762\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m123    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8826   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8988  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.246          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9753\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m126    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8815   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9002  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.252          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9742\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m127    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8814   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8983  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.254          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.974 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m149    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8686   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9015  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.298          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9715\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m156    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8672   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9021  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.312          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9632\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m183    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8558   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.882   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.366          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9634\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m185    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8556   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8808  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.37           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9634\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m186    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8552   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.881   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.372          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9636\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m187    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8546   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8796  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.374          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.963 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m190    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8533   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8805  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.38           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.963 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m191    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8529   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8789  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.382          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9605\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m224    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8427   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8721  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.448          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.959 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m225    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8423   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8709  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.45           \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9562\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m247    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8306   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8677  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.494          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9563\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m248    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8294   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8679  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.496          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9551\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m250    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8287   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8687  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.5            \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9551\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m251    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8287   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8674  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.502          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9553\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m252    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8283   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8663  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.504          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9549\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m253    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8271   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8643  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.506          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9527\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m255    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8267   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8648  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.51           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9527\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m256    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8259   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.865   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.512          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9529\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m257    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8257   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8641  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.514          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.951 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m258    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8246   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.862   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.516          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9505\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m260    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8229   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8599  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.52           \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9443\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m283    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8145   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8492  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.566          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9445\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m284    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8135   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8497  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.568          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9446\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m285    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8134   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8485  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.57           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9446\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m286    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8133   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8487  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.572          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9431\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m289    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8103   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8458  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.578          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9311\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m318    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7929   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8378  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.636          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9307\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m320    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7919   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8382  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.64           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9283\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m323    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7887   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8394  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.646          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9284\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m324    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7883   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8396  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.648          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9287\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m326    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7882   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8379  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.652          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9288\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m327    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7869   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8369  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.654          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.929 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m328    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7854   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.836   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.656          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9293\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m329    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7851   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8367  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.658          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.929 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m331    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7828   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8375  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.662          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9267\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m334    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7807   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8329  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.668          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9143\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m357    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7662   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8242  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.714          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.914 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m358    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7641   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8246  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.716          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9142\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m360    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7629   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8227  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.72           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.914 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m365    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7597   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8221  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.73           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9141\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m366    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.758    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8212  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.732          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9134\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m368    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7576   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.822   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.736          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9126\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m369    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7575   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8201  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.738          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9122\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m370    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7573   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8191  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.74           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9101\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m371    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.757    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8172  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.742          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9087\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m372    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7568   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8174  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.744          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9071\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m376    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7551   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8139  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.752          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8905\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m403    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7402   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8089  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.806          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8904\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m404    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7378   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8084  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.808          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8901\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m405    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7358   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8086  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.81           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8903\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m406    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7358   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8091  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.812          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8899\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m407    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7354   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8093  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.814          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8902\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m408    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7352   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8097  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.816          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.889 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m410    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7337   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8079  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.82           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8883\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m412    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7327   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8083  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.824          \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.888 \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m413    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7324   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8085  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.826          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8849\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m416    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7309   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8076  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.832          \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "└────────┴─────────┴───────────┴──────────┴─────────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total number of failures: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total number of failures: \u001b[1;36m0\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds = agent.run(ds, max_items=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2aa2f55",
   "metadata": {},
   "source": [
    "Looking at the table above, we can see that if we set the confidence threshold at `0.7573`, we are able to label at 82% accuracy and getting a completion rate of 74%. This means, we would ignore all the data points where confidence score is less than `0.7656` (which would end up being around 26% of all samples). This would, however, guarantee a very high quality labeled dataset for us. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "254d179b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-14 13:52:09 langchain.embeddings.openai WARNING: Retrying langchain.embeddings.openai.embed_with_retry.<locals>._embed_with_retry in 4.0 seconds as it raised APIConnectionError: Error communicating with OpenAI: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response')).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
       "</pre>\n"
      ],
      "text/plain": [
       "/opt/homebrew/lib/python3.10/site-packages/rich/live.py:231: UserWarning: install \"ipywidgets\" for Jupyter support\n",
       "  warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metric: auroc: 0.6973\n",
      "Actual Cost: 0.0027\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> f1     </span>┃<span style=\"font-weight: bold\"> support </span>┃<span style=\"font-weight: bold\"> threshold </span>┃<span style=\"font-weight: bold\"> accuracy </span>┃<span style=\"font-weight: bold\"> completion_rate </span>┃\n",
       "┡━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8705 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 100     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> -inf      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.894    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9876    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.01            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 2       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9821    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.02            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 3       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9778    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.03            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 4       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9686    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.04            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 5       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.965     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.05            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 6       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9635    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.06            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 8       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9542    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.08            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 9       </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9437    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.09            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 12      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9421    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.12            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 13      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9281    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.13            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 14      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9257    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.14            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 15      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9138    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.15            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 16      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9133    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9872   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.16            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 17      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9127    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9873   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.17            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 18      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9056    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9877   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.18            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 1.0    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 19      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9029    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9878   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.19            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9942 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 20      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8955    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9651   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.2             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9944 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 22      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8922    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9667   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.22            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9783 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 23      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.892     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9362   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.23            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9789 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 24      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8895    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9381   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.24            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9792 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 25      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8892    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9388   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.25            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9796 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 26      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8879    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.94     </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.26            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9804 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 28      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8863    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9423   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.28            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9697 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 35      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8676    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9483   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.35            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9633 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 37      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8639    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9355   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.37            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9639 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 38      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8583    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9365   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.38            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9603 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 39      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8575    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9297   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.39            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9609 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 40      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8557    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9308   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.4             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9612 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 41      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8492    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9313   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.41            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9624 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 43      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8478    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9333   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.43            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.963  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 45      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8362    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9343   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.45            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9603 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 46      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8339    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9357   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.46            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9606 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 47      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8338    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9362   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.47            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9583 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 49      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8297    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9379   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.49            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9589 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 50      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8283    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.932    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.5             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9562 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 51      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8261    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9329   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.51            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9508 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 53      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8232    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9216   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.53            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9515 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 55      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8203    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9226   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.55            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.949  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 56      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8148    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9172   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.56            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9494 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 57      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8123    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9177   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.57            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.947  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 58      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8081    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9187   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.58            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9325 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 59      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8077    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9074   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.59            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9305 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 60      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8055    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9085   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9309 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 61      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8021    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9091   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.61            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.929  </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 62      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7997    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9102   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.62            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9271 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 63      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7989    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9059   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.63            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9195 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 64      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7921    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9064   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.64            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9183 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 66      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7837    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.908    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.66            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9086 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 70      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7687    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9111   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9091 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 71      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7669    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9061   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.71            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9062 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 73      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7576    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9081   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.73            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9082 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 74      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7551    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8989   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.74            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9051 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 78      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7368    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9031   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.78            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9034 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 79      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7358    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9036   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.79            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9021 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 80      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7314    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9045   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8             </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9014 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 81      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7312    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.901    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.81            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8959 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 85      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7172    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9038   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.85            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8964 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 86      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7152    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9043   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.86            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8884 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 87      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7099    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.87            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8879 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 88      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.7098    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9014   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.88            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8884 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 89      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6882    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.9019   </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.89            </span>│\n",
       "│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.8855 </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 91      </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.6445    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.894    </span>│<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\"> 0.91            </span>│\n",
       "└────────┴─────────┴───────────┴──────────┴─────────────────┘\n",
       "</pre>\n"
      ],
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       "┏━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mf1    \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1msupport\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mthreshold\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1maccuracy\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcompletion_rate\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.8705\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m100    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m-inf     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.894   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m1.0            \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m16     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9133   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9872  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.16           \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m18     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9056   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9877  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.18           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m1.0   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m19     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9029   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9878  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.19           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9942\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m20     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8955   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9651  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.2            \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9944\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m22     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8922   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9667  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.22           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9783\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m23     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.892    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9362  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.23           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9789\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m24     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8895   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9381  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.24           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9792\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m25     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8892   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9388  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.25           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9796\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m26     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8879   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.94    \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.26           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9804\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m28     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8863   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9423  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.28           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9697\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m35     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8676   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9483  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.35           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9633\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m37     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8639   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9355  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.37           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9639\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m38     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8583   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9365  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.38           \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9603\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m39     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8575   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9297  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.39           \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9021\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m80     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7314   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.9045  \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.8            \u001b[0m\u001b[1;36m \u001b[0m│\n",
       "│\u001b[1;36m \u001b[0m\u001b[1;36m0.9014\u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m81     \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.7312   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.901   \u001b[0m\u001b[1;36m \u001b[0m│\u001b[1;36m \u001b[0m\u001b[1;36m0.81           \u001b[0m\u001b[1;36m \u001b[0m│\n",
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       "└────────┴─────────┴───────────┴──────────┴─────────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total number of failures: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total number of failures: \u001b[1;36m0\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds = agent.run(ds, max_items=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaf226cd",
   "metadata": {},
   "source": [
    "Looking at the table above, we can see that if we set the confidence threshold at `0.7314`, we are able to label at 90.45% accuracy and getting a completion rate of 80%. This means, we would ignore all the data points where confidence score is less than `0.7314` (which would end up being around 20% of all samples). This would, however, guarantee a very high quality labeled dataset for us. "
   ]
  }
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